Explainable AI: Algorithm Bias Detection

advancio.com

Algorithmic bias in predictive models can significantly affect decisions about individuals, including areas such as loan approvals, hiring processes, and assessments of future criminal behavior. Without systematic detection and correction, these models risk reinforcing unfair treatment of historically disadvantaged populations.

This solution applies bias metrics with varying levels of strictness to evaluate model outputs. By examining demographic and statistical differences in outcomes across groups, it identifies disparities that may indicate discriminatory patterns in results.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSeo API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch Explainable AI: Algorithm Bias Detection mention score
POST /v3/content_analysis/summary
{
  "keyword": "Explainable AI: Algorithm Bias Detection",
  "type": "llm_mentions",
  "date_from": "2025-01-01"
}